Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	3164
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	568.7 KiB
Average record size in memory	184.0 B

Variable types

Categorical	3
Numeric	20

Alerts

`Time` has a high cardinality: 3136 distinct values	High cardinality
`CO2 at any moment (PPM)` has a high cardinality: 3163 distinct values	High cardinality
`Illumination level (Lux)` is highly correlated with `Color Tempreture` and 5 other fields	High correlation
`Color Tempreture` is highly correlated with `Illumination level (Lux)` and 3 other fields	High correlation
`O2 Concentration (%Vol)` is highly correlated with `Illumination level (Lux)` and 6 other fields	High correlation
`LPG concen (ppm)` is highly correlated with `Methan Concen (ppm)`	High correlation
`Alcohole Concen (ppm)` is highly correlated with `CO concen (ppm)` and 2 other fields	High correlation
`Methan Concen (ppm)` is highly correlated with `Color Tempreture` and 2 other fields	High correlation
`CO concen (ppm)` is highly correlated with `Alcohole Concen (ppm)` and 4 other fields	High correlation
`Hydrogyn Concen (ppm)` is highly correlated with `Illumination level (Lux)` and 6 other fields	High correlation
`Netric tVOC level (ppm)` is highly correlated with `Illumination level (Lux)` and 4 other fields	High correlation
`VOC Formerdahied Level (ppm)` is highly correlated with `Methan Concen (ppm)` and 1 other fields	High correlation
`Room Temp ( C )` is highly correlated with `Illumination level (Lux)` and 7 other fields	High correlation
`Room reative humadity %` is highly correlated with `O2 Concentration (%Vol)` and 4 other fields	High correlation
`Radiant Temp 1 (C)` is highly correlated with `Room Temp ( C )` and 2 other fields	High correlation
`Radiant Temp 2 (C)` is highly correlated with `Radiant Temp 1 (C)` and 1 other fields	High correlation
`Radiant Temp 3 (C)` is highly correlated with `Radiant Temp 1 (C).1`	High correlation
`Radiant Temp 1 (C).1` is highly correlated with `Illumination level (Lux)` and 7 other fields	High correlation
`Illumination level (Lux)` is highly correlated with `Color Tempreture` and 6 other fields	High correlation
`Color Tempreture` is highly correlated with `Illumination level (Lux)` and 4 other fields	High correlation
`O2 Concentration (%Vol)` is highly correlated with `Illumination level (Lux)` and 5 other fields	High correlation
`LPG concen (ppm)` is highly correlated with `Methan Concen (ppm)`	High correlation
`Alcohole Concen (ppm)` is highly correlated with `CO concen (ppm)` and 1 other fields	High correlation
`Methan Concen (ppm)` is highly correlated with `LPG concen (ppm)`	High correlation
`CO concen (ppm)` is highly correlated with `Illumination level (Lux)` and 6 other fields	High correlation
`Hydrogyn Concen (ppm)` is highly correlated with `Illumination level (Lux)` and 7 other fields	High correlation
`Netric tVOC level (ppm)` is highly correlated with `Illumination level (Lux)` and 5 other fields	High correlation
`Different VOC (CO) Level (ppm)` is highly correlated with `CO concen (ppm)`	High correlation
`Room Temp ( C )` is highly correlated with `Illumination level (Lux)` and 8 other fields	High correlation
`Room reative humadity %` is highly correlated with `O2 Concentration (%Vol)` and 4 other fields	High correlation
`Radiant Temp 1 (C)` is highly correlated with `Room Temp ( C )` and 2 other fields	High correlation
`Radiant Temp 2 (C)` is highly correlated with `Radiant Temp 1 (C)` and 1 other fields	High correlation
`Radiant Temp 3 (C)` is highly correlated with `Radiant Temp 1 (C).1`	High correlation
`Radiant Temp 1 (C).1` is highly correlated with `Illumination level (Lux)` and 5 other fields	High correlation
`Illumination level (Lux)` is highly correlated with `Color Tempreture`	High correlation
`Color Tempreture` is highly correlated with `Illumination level (Lux)`	High correlation
`CO concen (ppm)` is highly correlated with `Netric tVOC level (ppm)` and 1 other fields	High correlation
`Netric tVOC level (ppm)` is highly correlated with `CO concen (ppm)` and 1 other fields	High correlation
`Room reative humadity %` is highly correlated with `CO concen (ppm)` and 1 other fields	High correlation
`Radiant Temp 1 (C)` is highly correlated with `Radiant Temp 1 (C).1`	High correlation
`Radiant Temp 2 (C)` is highly correlated with `Radiant Temp 1 (C).1`	High correlation
`Radiant Temp 3 (C)` is highly correlated with `Radiant Temp 1 (C).1`	High correlation
`Radiant Temp 1 (C).1` is highly correlated with `Radiant Temp 1 (C)` and 2 other fields	High correlation
`Location` is highly correlated with `Illumination level (Lux)` and 14 other fields	High correlation
`Decimal` is highly correlated with `Color Tempreture` and 9 other fields	High correlation
`Illumination level (Lux)` is highly correlated with `Location` and 8 other fields	High correlation
`Color Tempreture` is highly correlated with `Location` and 15 other fields	High correlation
`O2 Concentration (%Vol)` is highly correlated with `Location` and 12 other fields	High correlation
`LPG concen (ppm)` is highly correlated with `Location` and 9 other fields	High correlation
`Alcohole Concen (ppm)` is highly correlated with `Location` and 16 other fields	High correlation
`Methan Concen (ppm)` is highly correlated with `Decimal` and 6 other fields	High correlation
`CO concen (ppm)` is highly correlated with `Location` and 14 other fields	High correlation
`Hydrogyn Concen (ppm)` is highly correlated with `Location` and 14 other fields	High correlation
`Netric tVOC level (ppm)` is highly correlated with `Location` and 10 other fields	High correlation
`VOC Formerdahied Level (ppm)` is highly correlated with `Decimal` and 6 other fields	High correlation
`Different VOC (CO) Level (ppm)` is highly correlated with `Location` and 11 other fields	High correlation
`Room Temp ( C )` is highly correlated with `Location` and 15 other fields	High correlation
`Room reative humadity %` is highly correlated with `Location` and 10 other fields	High correlation
`Radiant Temp 1 (C)` is highly correlated with `Location` and 5 other fields	High correlation
`Radiant Temp 2 (C)` is highly correlated with `Location` and 8 other fields	High correlation
`Radiant Temp 3 (C)` is highly correlated with `Alcohole Concen (ppm)` and 4 other fields	High correlation
`Radiant Temp 1 (C).1` is highly correlated with `Location` and 10 other fields	High correlation
`Wind Speed (mm/s)` is highly correlated with `Location`	High correlation
`Time` is uniformly distributed	Uniform
`CO2 at any moment (PPM)` is uniformly distributed	Uniform
`Illumination level (Lux)` has 730 (23.1%) zeros	Zeros

Reproduction

Analysis started	2022-08-23 09:23:39.228071
Analysis finished	2022-08-23 09:24:37.039409
Duration	57.81 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Location
Categorical

HIGH CORRELATION

Distinct	21
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	24.8 KiB

STU211	1720
STU301	1303
Corridor	26
CL302	16
AD316	13
Other values (16)	86

Length

Max length	13
Median length	6
Mean length	6.024020228
Min length	5

Characters and Unicode

Total characters	19060
Distinct characters	31
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	STU301
2nd row	STU301
3rd row	STU301
4th row	STU301
5th row	STU301

Common Values

Value	Count	Frequency (%)
STU211	1720	54.4%
STU301	1303	41.2%
Corridor	26	0.8%
CL302	16	0.5%
AD316	13	0.4%
STU302	13	0.4%
STU207	11	0.3%
ArchSpace	10	0.3%
CL310	8	0.3%
CL307	8	0.3%
Other values (11)	36	1.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
stu211	1720	54.4%
stu301	1303	41.2%
corridor	26	0.8%
cl302	16	0.5%
ad316	13	0.4%
stu302	13	0.4%
stu207	11	0.3%
archspace	10	0.3%
cl310	8	0.3%
cl307	8	0.3%
Other values (11)	36	1.1%

Most occurring characters

Value	Count	Frequency (%)
1	4770	25.0%
S	3075	16.1%
T	3065	16.1%
U	3065	16.1%
2	1785	9.4%
0	1384	7.3%
3	1383	7.3%
r	95	0.5%
C	62	0.3%
o	59	0.3%
Other values (21)	317	1.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9375	49.2%
Decimal Number	9364	49.1%
Lowercase Letter	282	1.5%
Space Separator	39	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	95	33.7%
o	59	20.9%
d	29	10.3%
i	27	9.6%
c	21	7.4%
e	11	3.9%
h	10	3.5%
p	10	3.5%
a	10	3.5%
b	6	2.1%
Other values (2)	4	1.4%

Uppercase Letter

Value	Count	Frequency (%)
S	3075	32.8%
T	3065	32.7%
U	3065	32.7%
C	62	0.7%
L	48	0.5%
A	30	0.3%
D	13	0.1%
B	7	0.1%
E	6	0.1%
V	3	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	4770	50.9%
2	1785	19.1%
0	1384	14.8%
3	1383	14.8%
7	19	0.2%
6	16	0.2%
4	7	0.1%

Space Separator

Value	Count	Frequency (%)
	39	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9657	50.7%
Common	9403	49.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	3075	31.8%
T	3065	31.7%
U	3065	31.7%
r	95	1.0%
C	62	0.6%
o	59	0.6%
L	48	0.5%
A	30	0.3%
d	29	0.3%
i	27	0.3%
Other values (13)	102	1.1%

Common

Value	Count	Frequency (%)
1	4770	50.7%
2	1785	19.0%
0	1384	14.7%
3	1383	14.7%
	39	0.4%
7	19	0.2%
6	16	0.2%
4	7	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19060	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4770	25.0%
S	3075	16.1%
T	3065	16.1%
U	3065	16.1%
2	1785	9.4%
0	1384	7.3%
3	1383	7.3%
r	95	0.5%
C	62	0.3%
o	59	0.3%
Other values (21)	317	1.7%

Time
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3136
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Memory size	24.8 KiB

11:31:01 AM	2
12:43:01 PM	2
4:20:01 AM	2
12:49:17 PM	2
8:37:47 AM	2
Other values (3131)	3154

Length

Max length	11
Median length	10
Mean length	10.26548673
Min length	10

Characters and Unicode

Total characters	32480
Distinct characters	16
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3108 ?
Unique (%)	98.2%

Sample

1st row	2:12:13 PM
2nd row	2:13:16 PM
3rd row	2:14:18 PM
4th row	2:15:21 PM
5th row	2:16:24 PM

Common Values

Value	Count	Frequency (%)
11:31:01 AM	2	0.1%
12:43:01 PM	2	0.1%
4:20:01 AM	2	0.1%
12:49:17 PM	2	0.1%
8:37:47 AM	2	0.1%
4:13:45 AM	2	0.1%
11:56:00 PM	2	0.1%
8:44:03 AM	2	0.1%
3:26:44 PM	2	0.1%
7:38:14 PM	2	0.1%
Other values (3126)	3144	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pm	1586	25.1%
am	1575	24.9%
11:31:01	2	< 0.1%
10:37:43	2	< 0.1%
11:24:45	2	< 0.1%
11:37:17	2	< 0.1%
4:32:33	2	< 0.1%
7:03:48	2	< 0.1%
10:50:15	2	< 0.1%
6:57:32	2	< 0.1%
Other values (3109)	3148	49.8%

Most occurring characters

Value	Count	Frequency (%)
:	6322	19.5%
	3161	9.7%
M	3161	9.7%
1	3110	9.6%
2	2272	7.0%
0	1941	6.0%
3	1939	6.0%
4	1939	6.0%
5	1926	5.9%
P	1586	4.9%
Other values (6)	5123	15.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	16672	51.3%
Other Punctuation	6325	19.5%
Uppercase Letter	6322	19.5%
Space Separator	3161	9.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3110	18.7%
2	2272	13.6%
0	1941	11.6%
3	1939	11.6%
4	1939	11.6%
5	1926	11.6%
7	890	5.3%
6	888	5.3%
8	887	5.3%
9	880	5.3%

Uppercase Letter

Value	Count	Frequency (%)
M	3161	50.0%
P	1586	25.1%
A	1575	24.9%

Other Punctuation

Value	Count	Frequency (%)
:	6322	> 99.9%
.	3	< 0.1%

Space Separator

Value	Count	Frequency (%)
	3161	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26158	80.5%
Latin	6322	19.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	6322	24.2%
	3161	12.1%
1	3110	11.9%
2	2272	8.7%
0	1941	7.4%
3	1939	7.4%
4	1939	7.4%
5	1926	7.4%
7	890	3.4%
6	888	3.4%
Other values (3)	1770	6.8%

Latin

Value	Count	Frequency (%)
M	3161	50.0%
P	1586	25.1%
A	1575	24.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32480	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	6322	19.5%
	3161	9.7%
M	3161	9.7%
1	3110	9.6%
2	2272	7.0%
0	1941	6.0%
3	1939	6.0%
4	1939	6.0%
5	1926	5.9%
P	1586	4.9%
Other values (6)	5123	15.8%

Decimal
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3136
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.0449293

Minimum	0.0028
Maximum	23.9931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0.0028
5-th percentile	1.272995
Q1	6.3502
median	12.0347
Q3	17.64205
95-th percentile	22.72362
Maximum	23.9931
Range	23.9903
Interquartile range (IQR)	11.29185

Descriptive statistics

Standard deviation	6.746535177
Coefficient of variation (CV)	0.5601141368
Kurtosis	-1.106954365
Mean	12.0449293
Median Absolute Deviation (MAD)	5.6485
Skewness	-0.01996947141
Sum	38110.1563
Variance	45.5157369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.5169	2	0.1%
12.7169	2	0.1%
4.3336	2	0.1%
12.8214	2	0.1%
8.6297	2	0.1%
4.2292	2	0.1%
23.9333	2	0.1%
8.7342	2	0.1%
15.4456	2	0.1%
19.6372	2	0.1%
Other values (3126)	3144	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0028	1	< 0.1%
0.0078	1	< 0.1%
0.0203	1	< 0.1%
0.0228	1	< 0.1%
0.0375	1	< 0.1%
0.0378	1	< 0.1%
0.0525	1	< 0.1%
0.055	1	< 0.1%
0.0675	1	< 0.1%
0.0722	1	< 0.1%

Value	Count	Frequency (%)
23.9931	1	< 0.1%
23.9853	1	< 0.1%
23.9781	1	< 0.1%
23.9681	1	< 0.1%
23.9631	1	< 0.1%
23.9506	1	< 0.1%
23.9481	1	< 0.1%
23.9333	2	0.1%
23.9183	1	< 0.1%
23.9158	1	< 0.1%

Illumination level (Lux)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1502
Distinct (%)	47.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	222.8672171

Minimum	0
Maximum	883.58
Zeros	730
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	73.1575
Q3	468.205
95-th percentile	472.42825
Maximum	883.58
Range	883.58
Interquartile range (IQR)	468.185

Descriptive statistics

Standard deviation	224.0101378
Coefficient of variation (CV)	1.005128258
Kurtosis	-1.89295974
Mean	222.8672171
Median Absolute Deviation (MAD)	73.1575
Skewness	0.1437223286
Sum	705151.875
Variance	50180.54182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	730	23.1%
0.02	49	1.5%
0.12	31	1.0%
0.01	28	0.9%
0.06	17	0.5%
0.69	14	0.4%
468.19	13	0.4%
0.09	12	0.4%
0.41	12	0.4%
469.045	10	0.3%
Other values (1492)	2248	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	730	23.1%
0.01	28	0.9%
0.02	49	1.5%
0.03	2	0.1%
0.05	6	0.2%
0.055	2	0.1%
0.06	17	0.5%
0.07	2	0.1%
0.09	12	0.4%
0.1	3	0.1%

Value	Count	Frequency (%)
883.58	1	< 0.1%
666.26	1	< 0.1%
625.155	1	< 0.1%
622.09	1	< 0.1%
616.59	1	< 0.1%
616.04	1	< 0.1%
593.38	1	< 0.1%
563.365	1	< 0.1%
513.295	1	< 0.1%
512	1	< 0.1%

Color Tempreture
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	871
Distinct (%)	27.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5936.109039

Minimum	3777
Maximum	8612
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	3777
5-th percentile	3910
Q1	4012
median	7016
Q3	7300
95-th percentile	7438.85
Maximum	8612
Range	4835
Interquartile range (IQR)	3288

Descriptive statistics

Standard deviation	1546.860785
Coefficient of variation (CV)	0.2605849681
Kurtosis	-1.789488911
Mean	5936.109039
Median Absolute Deviation (MAD)	320
Skewness	-0.3422912875
Sum	18781849
Variance	2392778.288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3910	227	7.2%
7311	191	6.0%
3991	164	5.2%
3996	146	4.6%
7309	130	4.1%
7298	96	3.0%
3970	64	2.0%
3931	46	1.5%
7302	42	1.3%
3974	40	1.3%
Other values (861)	2018	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3777	1	< 0.1%
3853	1	< 0.1%
3855	2	0.1%
3866	1	< 0.1%
3876	1	< 0.1%
3880	1	< 0.1%
3893	1	< 0.1%
3897	2	0.1%
3910	227	7.2%
3912	1	< 0.1%

Value	Count	Frequency (%)
8612	1	< 0.1%
8383	1	< 0.1%
8230	1	< 0.1%
8124	1	< 0.1%
8123	1	< 0.1%
8118	1	< 0.1%
8113	1	< 0.1%
8102	1	< 0.1%
7988	1	< 0.1%
7959	1	< 0.1%

Average Noise level
Real number (ℝ_≥0)

Distinct	1357
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.31498704

Minimum	16.8667
Maximum	114.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	16.8667
5-th percentile	18.7833
Q1	20.8
median	25.6
Q3	37.5625
95-th percentile	70.045005
Maximum	114.9
Range	98.0333
Interquartile range (IQR)	16.7625

Descriptive statistics

Standard deviation	16.82750113
Coefficient of variation (CV)	0.5207336494
Kurtosis	3.886573837
Mean	32.31498704
Median Absolute Deviation (MAD)	5.5333
Skewness	1.955398087
Sum	102244.619
Variance	283.1647943
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.7	25	0.8%
24.9	25	0.8%
25.5	22	0.7%
25.9	22	0.7%
25.3	21	0.7%
25.8	20	0.6%
25.6	20	0.6%
25.4	19	0.6%
25	19	0.6%
26	19	0.6%
Other values (1347)	2952	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.8667	2	0.1%
17	1	< 0.1%
17.0167	1	< 0.1%
17.05	1	< 0.1%
17.2	1	< 0.1%
17.35	1	< 0.1%
17.3833	2	0.1%
17.4	1	< 0.1%
17.45	3	0.1%
17.4833	1	< 0.1%

Value	Count	Frequency (%)
114.9	1	< 0.1%
114.2667	1	< 0.1%
111.7833	1	< 0.1%
111.2167	1	< 0.1%
110.85	1	< 0.1%
109.5667	1	< 0.1%
109.2667	1	< 0.1%
108.3333	3	0.1%
106.4167	1	< 0.1%
106.2167	1	< 0.1%

O2 Concentration (%Vol)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	75
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.32249052

Minimum	20
Maximum	20.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	20
5-th percentile	20.16
Q1	20.21
median	20.31
Q3	20.42
95-th percentile	20.52
Maximum	20.88
Range	0.88
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.1240085241
Coefficient of variation (CV)	0.006102033801
Kurtosis	-0.1859759027
Mean	20.32249052
Median Absolute Deviation (MAD)	0.1
Skewness	0.487967663
Sum	64300.36
Variance	0.01537811404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.21	169	5.3%
20.2	162	5.1%
20.22	141	4.5%
20.19	137	4.3%
20.4	135	4.3%
20.38	135	4.3%
20.42	135	4.3%
20.23	134	4.2%
20.25	123	3.9%
20.44	117	3.7%
Other values (65)	1776	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	< 0.1%
20.01	1	< 0.1%
20.05	1	< 0.1%
20.06	3	0.1%
20.07	2	0.1%
20.09	4	0.1%
20.1	5	0.2%
20.11	7	0.2%
20.12	11	0.3%
20.13	16	0.5%

Value	Count	Frequency (%)
20.88	1	< 0.1%
20.8	1	< 0.1%
20.79	1	< 0.1%
20.77	1	< 0.1%
20.76	2	0.1%
20.75	2	0.1%
20.74	4	0.1%
20.73	3	0.1%
20.72	1	< 0.1%
20.71	1	< 0.1%

CO2 at any moment (PPM)
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	3163
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	24.8 KiB

684.9626	2
1110	1
648.7088	1
641.6765	1
640.1418	1
Other values (3158)	3158

Length

Max length	9
Median length	8
Mean length	8.015486726
Min length	1

Characters and Unicode

Total characters	25361
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3162 ?
Unique (%)	99.9%

Sample

1st row	1110
2nd row	1099.5644
3rd row	1102.5324
4th row	1074.0251
5th row	1129.104

Common Values

Value	Count	Frequency (%)
684.9626	2	0.1%
1110	1	< 0.1%
648.7088	1	< 0.1%
641.6765	1	< 0.1%
640.1418	1	< 0.1%
696.4363	1	< 0.1%
645.6482	1	< 0.1%
653.751	1	< 0.1%
628.7731	1	< 0.1%
655.936	1	< 0.1%
Other values (3153)	3153	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
684.9626	2	0.1%
1068.5159	1	< 0.1%
1116.6206	1	< 0.1%
1102.5324	1	< 0.1%
1074.0251	1	< 0.1%
1129.104	1	< 0.1%
1178.732	1	< 0.1%
1109.3267	1	< 0.1%
1161.5423	1	< 0.1%
1169.5588	1	< 0.1%
Other values (3153)	3153	99.7%

Most occurring characters

Value	Count	Frequency (%)
.	3162	12.5%
7	2484	9.8%
6	2472	9.7%
1	2459	9.7%
4	2363	9.3%
5	2242	8.8%
8	2221	8.8%
9	2208	8.7%
3	2029	8.0%
2	1949	7.7%
Other values (2)	1772	7.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22198	87.5%
Other Punctuation	3162	12.5%
Modifier Symbol	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	2484	11.2%
6	2472	11.1%
1	2459	11.1%
4	2363	10.6%
5	2242	10.1%
8	2221	10.0%
9	2208	9.9%
3	2029	9.1%
2	1949	8.8%
0	1771	8.0%

Other Punctuation

Value	Count	Frequency (%)
.	3162	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25361	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	3162	12.5%
7	2484	9.8%
6	2472	9.7%
1	2459	9.7%
4	2363	9.3%
5	2242	8.8%
8	2221	8.8%
9	2208	8.7%
3	2029	8.0%
2	1949	7.7%
Other values (2)	1772	7.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25361	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	3162	12.5%
7	2484	9.8%
6	2472	9.7%
1	2459	9.7%
4	2363	9.3%
5	2242	8.8%
8	2221	8.8%
9	2208	8.7%
3	2029	8.0%
2	1949	7.7%
Other values (2)	1772	7.0%

LPG concen (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	367
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.034980247

Minimum	2.077
Maximum	5.7775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	2.077
5-th percentile	2.4544
Q1	2.8347
median	2.948
Q3	3.1236
95-th percentile	3.9071
Maximum	5.7775
Range	3.7005
Interquartile range (IQR)	0.2889

Descriptive statistics

Standard deviation	0.4170809188
Coefficient of variation (CV)	0.1374245909
Kurtosis	5.079904205
Mean	3.034980247
Median Absolute Deviation (MAD)	0.1292
Skewness	1.64107229
Sum	9602.6775
Variance	0.1739564928
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.9809	76	2.4%
2.948	74	2.3%
2.9153	72	2.3%
2.9644	68	2.1%
2.9316	65	2.1%
2.9536	65	2.1%
2.9975	60	1.9%
2.8347	59	1.9%
2.8991	58	1.8%
2.8029	57	1.8%
Other values (357)	2510	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.077	1	< 0.1%
2.0829	1	< 0.1%
2.1066	3	0.1%
2.1305	1	< 0.1%
2.2096	1	< 0.1%
2.2164	1	< 0.1%
2.23	1	< 0.1%
2.2436	4	0.1%
2.2468	1	< 0.1%
2.2573	1	< 0.1%

Value	Count	Frequency (%)
5.7775	1	< 0.1%
5.7513	1	< 0.1%
5.7252	1	< 0.1%
5.5705	3	0.1%
5.369	1	< 0.1%
5.1486	2	0.1%
5.0766	1	< 0.1%
5.0684	1	< 0.1%
5.0527	1	< 0.1%
4.9114	1	< 0.1%

Alcohole Concen (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	45
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002605404551

Minimum	0.0014
Maximum	0.006
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0.0014
5-th percentile	0.0018
Q1	0.002
median	0.0026
Q3	0.0028
95-th percentile	0.004
Maximum	0.006
Range	0.0046
Interquartile range (IQR)	0.0008

Descriptive statistics

Standard deviation	0.0006833037924
Coefficient of variation (CV)	0.2622639897
Kurtosis	2.177205839
Mean	0.002605404551
Median Absolute Deviation (MAD)	0.0004
Skewness	1.232819061
Sum	8.2435
Variance	4.669040728 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0.0026	372	11.8%
0.0019	318	10.1%
0.002	277	8.8%
0.0027	265	8.4%
0.0028	258	8.2%
0.0024	240	7.6%
0.0025	202	6.4%
0.0018	138	4.4%
0.0021	104	3.3%
0.0023	92	2.9%
Other values (35)	898	28.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0014	3	0.1%
0.0015	24	0.8%
0.0016	34	1.1%
0.0017	47	1.5%
0.0018	138	4.4%
0.0019	318	10.1%
0.002	277	8.8%
0.0021	104	3.3%
0.0022	60	1.9%
0.0023	92	2.9%

Value	Count	Frequency (%)
0.006	1	< 0.1%
0.0059	1	< 0.1%
0.0058	4	0.1%
0.0057	1	< 0.1%
0.0056	2	0.1%
0.0055	3	0.1%
0.0054	3	0.1%
0.0051	4	0.1%
0.005	2	0.1%
0.0049	4	0.1%

Methan Concen (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2735941214

Minimum	0.1762
Maximum	1.3546
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0.1762
5-th percentile	0.2107
Q1	0.2365
median	0.2435
Q3	0.2996
95-th percentile	0.397
Maximum	1.3546
Range	1.1784
Interquartile range (IQR)	0.0631

Descriptive statistics

Standard deviation	0.07654938669
Coefficient of variation (CV)	0.2797917817
Kurtosis	46.43339191
Mean	0.2735941214
Median Absolute Deviation (MAD)	0.0169
Skewness	4.978502546
Sum	865.6518
Variance	0.005859808603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2365	234	7.4%
0.2398	185	5.8%
0.2332	145	4.6%
0.2299	107	3.4%
0.2435	94	3.0%
0.2432	91	2.9%
0.2266	88	2.8%
0.2456	87	2.7%
0.2415	85	2.7%
0.2234	64	2.0%
Other values (263)	1984	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1762	1	< 0.1%
0.1774	1	< 0.1%
0.1834	1	< 0.1%
0.1882	1	< 0.1%
0.1907	2	0.1%
0.1925	1	< 0.1%
0.1926	1	< 0.1%
0.1943	6	0.2%
0.1944	1	< 0.1%
0.1955	3	0.1%

Value	Count	Frequency (%)
1.3546	1	< 0.1%
1.3027	1	< 0.1%
1.1232	1	< 0.1%
1.0975	1	< 0.1%
1.0522	2	0.1%
1.0374	1	< 0.1%
0.9143	1	< 0.1%
0.822	1	< 0.1%
0.8093	1	< 0.1%
0.7679	1	< 0.1%

CO concen (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	251
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.505731637

Minimum	3.7507
Maximum	8.0523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	3.7507
5-th percentile	4.20447
Q1	4.481
median	5.6481
Q3	6.0619
95-th percentile	7.2264
Maximum	8.0523
Range	4.3016
Interquartile range (IQR)	1.5809

Descriptive statistics

Standard deviation	0.9391484547
Coefficient of variation (CV)	0.170576504
Kurtosis	-0.811611637
Mean	5.505731637
Median Absolute Deviation (MAD)	0.651
Skewness	0.1665460902
Sum	17420.1349
Variance	0.8819998199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.0153	122	3.9%
6.0619	115	3.6%
5.9688	94	3.0%
4.2814	86	2.7%
5.739	83	2.6%
6.1086	82	2.6%
4.3012	74	2.3%
4.3409	69	2.2%
4.2617	68	2.1%
5.7846	67	2.1%
Other values (241)	2304	72.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.7507	2	0.1%
3.8073	3	0.1%
3.8216	1	< 0.1%
3.8358	1	< 0.1%
3.8501	1	< 0.1%
3.9131	1	< 0.1%
3.9217	1	< 0.1%
3.9703	1	< 0.1%
4.0086	3	0.1%
4.0279	2	0.1%

Value	Count	Frequency (%)
8.0523	1	< 0.1%
7.8421	1	< 0.1%
7.7899	3	0.1%
7.7379	2	0.1%
7.6959	1	< 0.1%
7.6861	1	< 0.1%
7.6344	6	0.2%
7.5828	5	0.2%
7.5315	12	0.4%
7.4802	21	0.7%

Hydrogyn Concen (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	250
Distinct (%)	7.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.77125351

Minimum	39.1781
Maximum	57.8762
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	39.1781
5-th percentile	42.0398
Q1	45.0667
median	45.8444
Q3	51.7569
95-th percentile	53.344
Maximum	57.8762
Range	18.6981
Interquartile range (IQR)	6.6902

Descriptive statistics

Standard deviation	3.846223369
Coefficient of variation (CV)	0.08051334405
Kurtosis	-1.347841108
Mean	47.77125351
Median Absolute Deviation (MAD)	2.4347
Skewness	0.1956973145
Sum	151148.2461
Variance	14.79343421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.7473	133	4.2%
45.6501	128	4.0%
45.8444	107	3.4%
45.5529	97	3.1%
45.4557	84	2.7%
45.2613	75	2.4%
45.0667	73	2.3%
44.8721	69	2.2%
45.164	65	2.1%
44.9694	62	2.0%
Other values (240)	2271	71.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.1781	1	< 0.1%
39.7726	1	< 0.1%
39.9423	1	< 0.1%
40.0271	1	< 0.1%
40.1119	3	0.1%
40.1967	1	< 0.1%
40.2814	5	0.2%
40.3587	1	< 0.1%
40.4444	1	< 0.1%
40.451	1	< 0.1%

Value	Count	Frequency (%)
57.8762	1	< 0.1%
57.6708	1	< 0.1%
56.6428	1	< 0.1%
55.6911	1	< 0.1%
55.3389	3	0.1%
55.2702	2	0.1%
55.2015	3	0.1%
55.1328	1	< 0.1%
55.064	2	0.1%
54.9953	1	< 0.1%

Netric tVOC level (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	148
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4175506321

Minimum	0.0952
Maximum	0.9767
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0.0952
5-th percentile	0.2061
Q1	0.2631
median	0.4003
Q3	0.55
95-th percentile	0.7136
Maximum	0.9767
Range	0.8815
Interquartile range (IQR)	0.2869

Descriptive statistics

Standard deviation	0.1692024058
Coefficient of variation (CV)	0.4052260799
Kurtosis	-0.6944731034
Mean	0.4175506321
Median Absolute Deviation (MAD)	0.1409
Skewness	0.462348098
Sum	1321.1302
Variance	0.02862945413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.55	126	4.0%
0.5714	118	3.7%
0.5292	116	3.7%
0.5934	114	3.6%
0.6161	108	3.4%
0.4895	107	3.4%
0.4705	102	3.2%
0.5091	102	3.2%
0.4522	84	2.7%
0.417	83	2.6%
Other values (138)	2104	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0952	1	< 0.1%
0.0975	1	< 0.1%
0.1074	1	< 0.1%
0.1099	1	< 0.1%
0.1126	3	0.1%
0.1152	1	< 0.1%
0.1179	1	< 0.1%
0.1207	1	< 0.1%
0.1235	1	< 0.1%
0.1264	1	< 0.1%

Value	Count	Frequency (%)
0.9767	3	0.1%
0.9443	3	0.1%
0.9127	2	0.1%
0.8819	10	0.3%
0.8519	11	0.3%
0.8227	10	0.3%
0.7943	16	0.5%
0.7667	33	1.0%
0.7398	34	1.1%
0.7136	54	1.7%

VOC Formerdahied Level (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	164
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5297552149

Minimum	0.0594
Maximum	5.2826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	0.0594
5-th percentile	0.2507
Q1	0.3325
median	0.3784
Q3	0.5108
95-th percentile	0.9877
Maximum	5.2826
Range	5.2232
Interquartile range (IQR)	0.1783

Descriptive statistics

Standard deviation	0.6236659967
Coefficient of variation (CV)	1.177272029
Kurtosis	32.99993445
Mean	0.5297552149
Median Absolute Deviation (MAD)	0.0732
Skewness	5.546928065
Sum	1676.1455
Variance	0.3889592754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3052	395	12.5%
0.3351	287	9.1%
0.4028	205	6.5%
0.3784	205	6.5%
0.3668	184	5.8%
0.4005	132	4.2%
0.3549	122	3.9%
0.4283	114	3.6%
0.5134	112	3.5%
0.2771	96	3.0%
Other values (154)	1312	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0594	1	< 0.1%
0.0625	2	0.1%
0.0657	1	< 0.1%
0.069	1	< 0.1%
0.0724	2	0.1%
0.0759	1	< 0.1%
0.0795	2	0.1%
0.087	3	0.1%
0.091	1	< 0.1%
0.095	1	< 0.1%

Value	Count	Frequency (%)
5.2826	2	0.1%
5.1488	5	0.2%
5.0173	8	0.3%
4.888	13	0.4%
4.761	2	0.1%
4.6362	3	0.1%
4.5135	2	0.1%
4.393	3	0.1%
4.2747	2	0.1%
4.1584	1	< 0.1%

Different VOC (CO) Level (ppm)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	39
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.802040582

Minimum	1.7365
Maximum	9.2512
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	1.7365
5-th percentile	2.4563
Q1	3.2148
median	3.6894
Q3	4.0057
95-th percentile	6.5349
Maximum	9.2512
Range	7.5147
Interquartile range (IQR)	0.7909

Descriptive statistics

Standard deviation	1.036033411
Coefficient of variation (CV)	0.2724940433
Kurtosis	3.205925315
Mean	3.802040582
Median Absolute Deviation (MAD)	0.3205
Skewness	1.517424609
Sum	12029.6564
Variance	1.073365228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
4.0057	586	18.5%
3.2148	461	14.6%
3.6894	374	11.8%
3.3736	320	10.1%
4.0099	269	8.5%
2.4563	201	6.4%
3.0629	196	6.2%
4.8246	154	4.9%
5.6685	120	3.8%
6.5349	120	3.8%
Other values (29)	363	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.7365	27	0.9%
1.8808	2	0.1%
1.9727	2	0.1%
2.0237	5	0.2%
2.1646	3	0.1%
2.1684	4	0.1%
2.3148	1	< 0.1%
2.4563	201	6.4%
2.458	29	0.9%
2.4629	8	0.3%

Value	Count	Frequency (%)
9.2512	1	< 0.1%
8.3277	12	0.4%
7.4218	38	1.2%
6.5349	120	3.8%
6.2536	2	0.1%
5.6767	3	0.1%
5.6685	120	3.8%
5.187	1	< 0.1%
5.11	9	0.3%
4.8246	154	4.9%

Room Temp ( C )
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1387
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.3789957

Minimum	21.4
Maximum	27.3476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	21.4
5-th percentile	22.15
Q1	22.575
median	22.925
Q3	24.275
95-th percentile	25.12597
Maximum	27.3476
Range	5.9476
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.009821165
Coefficient of variation (CV)	0.04319352197
Kurtosis	-0.8537874914
Mean	23.3789957
Median Absolute Deviation (MAD)	0.65
Skewness	0.5018293229
Sum	73971.1424
Variance	1.019738784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.75	157	5.0%
22.7	113	3.6%
22.55	93	2.9%
22.8	83	2.6%
22.6	72	2.3%
22.45	64	2.0%
22.5	61	1.9%
22.775	60	1.9%
22.65	58	1.8%
22.3	55	1.7%
Other values (1377)	2348	74.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.4	1	< 0.1%
21.5	3	0.1%
21.525	4	0.1%
21.55	2	0.1%
21.6	2	0.1%
21.625	1	< 0.1%
21.65	1	< 0.1%
21.7	4	0.1%
21.725	2	0.1%
21.75	11	0.3%

Value	Count	Frequency (%)
27.3476	1	< 0.1%
26.802	1	< 0.1%
26.6985	1	< 0.1%
26.4387	1	< 0.1%
26.4027	1	< 0.1%
26.0762	1	< 0.1%
26.075	1	< 0.1%
26.05	1	< 0.1%
26.0112	1	< 0.1%
26	1	< 0.1%

Room reative humadity %
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	330
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.73085335

Minimum	22.05
Maximum	71.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	22.05
5-th percentile	51.4
Q1	54.3
median	55.45
Q3	60
95-th percentile	62.9425
Maximum	71.2
Range	49.15
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	3.800967625
Coefficient of variation (CV)	0.06700000793
Kurtosis	1.63313078
Mean	56.73085335
Median Absolute Deviation (MAD)	2.3
Skewness	-0.04469925071
Sum	179496.42
Variance	14.44735488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.65	172	5.4%
54.45	168	5.3%
54.1	143	4.5%
54.55	142	4.5%
54.3	107	3.4%
54.35	77	2.4%
54.2	59	1.9%
54.25	51	1.6%
60.3	48	1.5%
52.85	39	1.2%
Other values (320)	2158	68.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.05	1	< 0.1%
46.55	1	< 0.1%
46.6	1	< 0.1%
46.8	1	< 0.1%
47.05	1	< 0.1%
47.25	1	< 0.1%
47.4	1	< 0.1%
47.5	1	< 0.1%
47.95	8	0.3%
48	7	0.2%

Value	Count	Frequency (%)
71.2	1	< 0.1%
70.2	1	< 0.1%
69.45	1	< 0.1%
69.4	1	< 0.1%
65.7	1	< 0.1%
65.45	1	< 0.1%
65.35	1	< 0.1%
65.3	1	< 0.1%
65.25	2	0.1%
65.15	3	0.1%

Radiant Temp 1 (C)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	15
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.22850822

Minimum	14
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	14
5-th percentile	18
Q1	20
median	21
Q3	22
95-th percentile	24
Maximum	28
Range	14
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.854985213
Coefficient of variation (CV)	0.08738179783
Kurtosis	0.2746991497
Mean	21.22850822
Median Absolute Deviation (MAD)	1
Skewness	-0.05897243061
Sum	67167
Variance	3.440970142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
22	662	20.9%
21	648	20.5%
20	513	16.2%
23	462	14.6%
19	350	11.1%
24	223	7.0%
18	157	5.0%
25	55	1.7%
17	37	1.2%
26	23	0.7%
Other values (5)	34	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	3	0.1%
15	5	0.2%
16	13	0.4%
17	37	1.2%
18	157	5.0%
19	350	11.1%
20	513	16.2%
21	648	20.5%
22	662	20.9%
23	462	14.6%

Value	Count	Frequency (%)
28	3	0.1%
27	10	0.3%
26	23	0.7%
25	55	1.7%
24	223	7.0%
23	462	14.6%
22	662	20.9%
21	648	20.5%
20	513	16.2%
19	350	11.1%

Radiant Temp 2 (C)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	17
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.65960809

Minimum	15
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	15
5-th percentile	20
Q1	21
median	23
Q3	24
95-th percentile	25
Maximum	31
Range	16
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.829985074
Coefficient of variation (CV)	0.08075978486
Kurtosis	0.456914296
Mean	22.65960809
Median Absolute Deviation (MAD)	1
Skewness	0.05082100064
Sum	71695
Variance	3.348845373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
22	654	20.7%
23	630	19.9%
24	554	17.5%
21	517	16.3%
25	322	10.2%
20	220	7.0%
26	98	3.1%
19	74	2.3%
27	41	1.3%
18	22	0.7%
Other values (7)	32	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	< 0.1%
16	4	0.1%
17	8	0.3%
18	22	0.7%
19	74	2.3%
20	220	7.0%
21	517	16.3%
22	654	20.7%
23	630	19.9%
24	554	17.5%

Value	Count	Frequency (%)
31	1	< 0.1%
30	2	0.1%
29	3	0.1%
28	13	0.4%
27	41	1.3%
26	98	3.1%
25	322	10.2%
24	554	17.5%
23	630	19.9%
22	654	20.7%

Radiant Temp 3 (C)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.51580278

Minimum	17
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	17
5-th percentile	21
Q1	22
median	24
Q3	25
95-th percentile	26
Maximum	32
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.865388516
Coefficient of variation (CV)	0.07932489201
Kurtosis	1.085810415
Mean	23.51580278
Median Absolute Deviation (MAD)	1
Skewness	0.2702375399
Sum	74404
Variance	3.479674316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
24	730	23.1%
23	659	20.8%
22	526	16.6%
25	487	15.4%
26	233	7.4%
21	226	7.1%
20	116	3.7%
27	74	2.3%
28	39	1.2%
19	24	0.8%
Other values (6)	50	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	3	0.1%
18	12	0.4%
19	24	0.8%
20	116	3.7%
21	226	7.1%
22	526	16.6%
23	659	20.8%
24	730	23.1%
25	487	15.4%
26	233	7.4%

Value	Count	Frequency (%)
32	2	0.1%
31	6	0.2%
30	10	0.3%
29	17	0.5%
28	39	1.2%
27	74	2.3%
26	233	7.4%
25	487	15.4%
24	730	23.1%
23	659	20.8%

Radiant Temp 1 (C).1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	37
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.46797364

Minimum	16.3333
Maximum	29.6667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	16.3333
5-th percentile	20
Q1	21.3333
median	22.3333
Q3	23.3333
95-th percentile	25
Maximum	29.6667
Range	13.3334
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.494239681
Coefficient of variation (CV)	0.06650531572
Kurtosis	0.4682373354
Mean	22.46797364
Median Absolute Deviation (MAD)	1
Skewness	0.1817617954
Sum	71088.6686
Variance	2.232752223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
21.6667	279	8.8%
23	266	8.4%
22.6667	259	8.2%
23.3333	250	7.9%
22	247	7.8%
22.3333	241	7.6%
21.3333	225	7.1%
23.6667	214	6.8%
21	211	6.7%
24	179	5.7%
Other values (27)	793	25.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.3333	1	< 0.1%
17	1	< 0.1%
17.3333	1	< 0.1%
17.6667	3	0.1%
18	4	0.1%
18.3333	3	0.1%
18.6667	5	0.2%
19	9	0.3%
19.3333	21	0.7%
19.6667	47	1.5%

Value	Count	Frequency (%)
29.6667	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
27.6667	4	0.1%
27.3333	2	0.1%
27	8	0.3%
26.6667	12	0.4%
26.3333	10	0.3%
26	14	0.4%
25.6667	20	0.6%

Wind Speed (mm/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	35
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.2882427

Minimum	74
Maximum	160
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.8 KiB

Quantile statistics

Minimum	74
5-th percentile	126.15
Q1	133
median	135
Q3	136
95-th percentile	140
Maximum	160
Range	86
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.235672046
Coefficient of variation (CV)	0.03154164475
Kurtosis	14.80655202
Mean	134.2882427
Median Absolute Deviation (MAD)	2
Skewness	-0.7080821837
Sum	424888
Variance	17.94091768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
135	659	20.8%
136	499	15.8%
134	372	11.8%
133	201	6.4%
137	186	5.9%
138	142	4.5%
132	138	4.4%
139	108	3.4%
130	107	3.4%
140	103	3.3%
Other values (25)	649	20.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
118	1	< 0.1%
124	1	< 0.1%
125	82	2.6%
126	74	2.3%
127	84	2.7%
128	91	2.9%
129	101	3.2%
130	107	3.4%
131	102	3.2%

Value	Count	Frequency (%)
160	1	< 0.1%
155	1	< 0.1%
154	2	0.1%
153	3	0.1%
152	2	0.1%
151	5	0.2%
150	4	0.1%
149	4	0.1%
148	1	< 0.1%
147	9	0.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Location	Time	Decimal	Illumination level (Lux)	Color Tempreture	Average Noise level	O2 Concentration (%Vol)	CO2 at any moment (PPM)	LPG concen (ppm)	Alcohole Concen (ppm)	Methan Concen (ppm)	CO concen (ppm)	Hydrogyn Concen (ppm)	Netric tVOC level (ppm)	VOC Formerdahied Level (ppm)	Different VOC (CO) Level (ppm)	Room Temp ( C )	Room reative humadity %	Radiant Temp 1 (C)	Radiant Temp 2 (C)	Radiant Temp 3 (C)	Radiant Temp 1 (C).1	Wind Speed (mm/s)
0	STU301	2:12:13 PM	14.2036	437.580	7292	24.40	20.57	1110	4.8591	0.0048	0.4801	5.7214	55.6911	0.1874	0.4680	5.1870	24.7213	54.45	24	24	21	23.0000	140
1	STU301	2:13:16 PM	14.2211	437.965	7324	24.50	20.59	1099.5644	4.6842	0.0044	0.4171	5.5846	54.6721	0.1685	0.3700	4.6816	24.3791	54.40	21	26	24	23.6667	129
2	STU301	2:14:18 PM	14.2383	440.945	7312	30.80	20.59	1102.5324	4.3898	0.0040	0.3857	5.3992	53.9929	0.2078	0.3600	4.5152	23.8735	54.40	22	24	23	23.0000	134
3	STU301	2:15:21 PM	14.2558	437.500	7319	38.55	20.56	1074.0251	4.2480	0.0037	0.3451	5.2828	53.6533	0.1835	0.3128	4.0227	24.2478	54.40	22	24	25	23.6667	135
4	STU301	2:16:24 PM	14.2733	437.945	7340	30.90	20.53	1129.104	3.9655	0.0035	0.3363	5.1676	53.0873	0.1649	0.2699	4.0227	25.0916	54.40	24	27	26	25.6667	125
5	STU301	2:17:26 PM	14.2906	443.700	7285	64.75	20.59	1178.732	3.7974	0.0032	0.3225	5.0374	52.0684	0.1614	0.2618	3.3828	23.8900	54.20	20	24	22	22.0000	129
6	STU301	2:18:29 PM	14.3081	441.015	7304	46.85	20.51	1109.3267	3.6974	0.0030	0.3073	4.9408	51.4456	0.1580	0.2096	2.9164	24.2410	54.20	23	25	24	24.0000	127
7	STU301	2:19:31 PM	14.3253	440.060	7310	37.20	20.54	1161.5423	3.4603	0.0028	0.2991	4.8134	50.6527	0.1722	0.1895	2.7637	25.0785	54.20	24	24	25	24.3333	125
8	STU301	2:20:34 PM	14.3428	470.385	7288	30.55	20.57	1169.5588	3.3587	0.0027	0.2878	4.7975	50.0862	0.1796	0.1708	2.7637	23.5252	54.20	22	23	24	23.0000	128
9	STU301	2:21:37 PM	14.3603	439.885	7319	24.05	20.59	1148.5488	3.2675	0.0026	0.2847	4.7502	49.9161	0.1479	0.1708	2.6125	24.1653	54.10	22	24	25	23.6667	128

Last rows

	Location	Time	Decimal	Illumination level (Lux)	Color Tempreture	Average Noise level	O2 Concentration (%Vol)	CO2 at any moment (PPM)	LPG concen (ppm)	Alcohole Concen (ppm)	Methan Concen (ppm)	CO concen (ppm)	Hydrogyn Concen (ppm)	Netric tVOC level (ppm)	VOC Formerdahied Level (ppm)	Different VOC (CO) Level (ppm)	Room Temp ( C )	Room reative humadity %	Radiant Temp 1 (C)	Radiant Temp 2 (C)	Radiant Temp 3 (C)	Radiant Temp 1 (C).1	Wind Speed (mm/s)
3154	STU211	2:42:03 PM	14.7008	498.035	7114	78.1667	20.31	1016.0213	2.6172	0.0027	0.2748	6.9269	44.9694	0.5500	0.4005	5.6685	22.150	62.10	20	23	25	22.6667	135
3155	STU211	2:42:57 PM	14.7158	499.490	7118	20.5833	20.35	1071.1397	2.6021	0.0026	0.2640	6.8776	45.0667	0.8227	0.4737	5.6685	22.150	62.10	19	24	25	22.6667	135
3156	STU211	2:43:51 PM	14.7308	504.540	7131	114.2667	20.32	1010.7347	2.6323	0.0028	0.2748	6.9269	44.6774	0.5500	0.4361	6.5349	22.650	62.20	21	24	25	23.3333	139
3157	STU211	2:44:45 PM	14.7458	498.865	7128	22.3333	20.37	1030.9257	2.6323	0.0026	0.2570	6.7793	45.0667	0.6394	0.4005	5.6685	22.150	62.25	23	20	23	22.0000	137
3158	STU211	2:45:38 PM	14.7606	64.515	7138	50.2500	20.32	1035.7373	2.6323	0.0026	0.2896	7.1761	45.0667	0.6635	0.4737	6.5349	22.150	62.00	24	21	26	23.6667	138
3159	STU211	2:46:33 PM	14.7758	48.840	7057	22.4833	20.39	1047.9776	2.8029	0.0027	0.2785	7.2264	46.1358	0.5934	0.4737	6.5349	22.150	61.95	22	20	24	22.0000	139
3160	STU211	2:47:26 PM	14.7906	62.395	7055	31.3333	20.29	1045.2623	2.5721	0.0026	0.2859	7.2264	45.1640	0.7398	0.4361	5.6685	22.150	62.30	25	20	19	21.3333	136
3161	STU211	2:48:19 PM	14.8053	51.310	7038	22.8500	20.38	1043.7126	2.7245	0.0026	0.2712	7.2769	45.8444	0.6161	0.5134	5.6685	22.125	61.95	23	21	21	21.6667	135
3162	STU211	2:49:13 PM	14.8203	50.350	6979	21.5000	20.45	976.9813	2.6323	0.0026	0.2859	7.2264	45.1640	0.7398	0.4737	6.5349	22.125	62.10	22	23	23	22.6667	138
3163	STU211	2:50:07 PM	14.8353	40.390	7024	20.1833	20.31	1036.6929	2.7245	0.0026	0.2748	7.0760	45.7473	0.5500	0.5134	5.6685	22.375	62.25	20	25	26	23.6667	136

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Modifier Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows